{"id":"W4387046981","doi":"10.1094/phytofr-06-23-0073-fi","title":"Dead or Alive, that Is the Question: Development and Assessment of Molecular <i>Synchytrium endobioticum</i> Viability Tests","year":2023,"lang":"en","type":"article","venue":"PhytoFrontiers™","topic":"Plant Pathogens and Resistance","field":"Agricultural and Biological Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Food Inspection Agency","funders":"Wageningen University and Research","keywords":"Biology; Spore; Bioassay; Context (archaeology); genomic DNA; Internal transcribed spacer; Biotechnology; Gene; Microbiology; Genetics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003504007,0.0001214782,0.000172321,0.000009045314,0.0001739612,0.000029722,0.0001717553,0.00005407486,0.00003245175],"category_scores_gemma":[0.00002746295,0.00003735926,0.00005097011,0.000295476,0.00009422456,0.00005138643,0.0000835578,0.00008129009,0.000004879392],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002289154,"about_ca_system_score_gemma":0.00002563675,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002412217,"about_ca_topic_score_gemma":0.0001523921,"domain_scores_codex":[0.9990429,0.00007858723,0.0001700804,0.0002524391,0.0002351061,0.0002208854],"domain_scores_gemma":[0.9995752,0.0001515519,0.00008784459,0.00007842253,0.00004722092,0.00005976167],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00006231479,0.0001531109,0.1117255,0.0001239124,0.000102153,0.00005668888,0.0002268045,0.00001042758,0.7997223,0.0006221599,0.008646233,0.07854836],"study_design_scores_gemma":[0.0001084775,0.00007032919,0.839931,0.0000465311,0.00002177412,0.000006928837,0.0003025633,0.00011557,0.07242129,0.0002557857,0.08655851,0.0001612513],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961979,0.0005845194,0.00003693234,0.00177917,0.000141067,0.0002430604,0.00009921913,0.00004716696,0.0008709161],"genre_scores_gemma":[0.9974131,0.0002210302,0.001544341,0.0002522242,0.00003713467,0.00001982958,0.00003047458,9.986446e-7,0.0004808794],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7282055,"threshold_uncertainty_score":0.1523466,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02548131250189078,"score_gpt":0.2605627890982988,"score_spread":0.235081476596408,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}